Diagnosis of combination faults in a planetary gearbox using a modulation signal bispectrum based sideband estimator

Xiange Tian, Gaballa M. Abdallaa, Ibrahim Rehab, Fengshou Gu, Andrew D. Ball, Tie Wang

Research output: Chapter in Book/Report/Conference proceedingConference contribution

7 Citations (Scopus)

Abstract

This paper presents a novel method for diagnosing combination faults in planetary gearboxes. Vibration signals measured on the gearbox housing exhibit complicated characteristics because of multiple modulations of concurrent excitation sources, signal paths and noise. To separate these modulations accurately, a modulation signal bispectrum based sideband estimator (MSB-SE) developed recently is used to achieve a sparse representation for the complicated signal contents, which allows effective enhancement of various sidebands for accurate diagnostic information. Applying the proposed method to diagnose an industrial planetary gearbox which coexists both bearing faults and gear faults shows that the different severities of the faults can be separated reliably under different load conditions, confirming the superior performance of this MSB-SE based diagnosis scheme.
Original languageEnglish
Title of host publication2015 21st International Conference on Automation and Computing (ICAC 2015)
PublisherIEEE
Pages203-208
Number of pages6
ISBN (Print)9781479986569
DOIs
Publication statusPublished - 2 Nov 2015
Event21st International Conference on Automation and Computing: Automation, Computing and Manufacturing for New Economic Growth - University of Strathclyde, Glasgow, United Kingdom
Duration: 11 Sep 201512 Sep 2015
Conference number: 21
https://ieeexplore.ieee.org/xpl/mostRecentIssue.jsp?punumber=7301994 (Link to Conference Proceedings)

Conference

Conference21st International Conference on Automation and Computing
Abbreviated titleICAC
CountryUnited Kingdom
CityGlasgow
Period11/09/1512/09/15
Internet address

Fingerprint

Modulation
Bearings (structural)
Gears

Cite this

Tian, X., Abdallaa, G. M., Rehab, I., Gu, F., Ball, A. D., & Wang, T. (2015). Diagnosis of combination faults in a planetary gearbox using a modulation signal bispectrum based sideband estimator. In 2015 21st International Conference on Automation and Computing (ICAC 2015) (pp. 203-208). IEEE. https://doi.org/10.1109/IConAC.2015.7313942
Tian, Xiange ; Abdallaa, Gaballa M. ; Rehab, Ibrahim ; Gu, Fengshou ; Ball, Andrew D. ; Wang, Tie. / Diagnosis of combination faults in a planetary gearbox using a modulation signal bispectrum based sideband estimator. 2015 21st International Conference on Automation and Computing (ICAC 2015). IEEE, 2015. pp. 203-208
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title = "Diagnosis of combination faults in a planetary gearbox using a modulation signal bispectrum based sideband estimator",
abstract = "This paper presents a novel method for diagnosing combination faults in planetary gearboxes. Vibration signals measured on the gearbox housing exhibit complicated characteristics because of multiple modulations of concurrent excitation sources, signal paths and noise. To separate these modulations accurately, a modulation signal bispectrum based sideband estimator (MSB-SE) developed recently is used to achieve a sparse representation for the complicated signal contents, which allows effective enhancement of various sidebands for accurate diagnostic information. Applying the proposed method to diagnose an industrial planetary gearbox which coexists both bearing faults and gear faults shows that the different severities of the faults can be separated reliably under different load conditions, confirming the superior performance of this MSB-SE based diagnosis scheme.",
keywords = "Planetary gearbox, Ball bearing, Modulation signal bispectrum, Combination fault diagnosis, vibration signal",
author = "Xiange Tian and Abdallaa, {Gaballa M.} and Ibrahim Rehab and Fengshou Gu and Ball, {Andrew D.} and Tie Wang",
year = "2015",
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Tian, X, Abdallaa, GM, Rehab, I, Gu, F, Ball, AD & Wang, T 2015, Diagnosis of combination faults in a planetary gearbox using a modulation signal bispectrum based sideband estimator. in 2015 21st International Conference on Automation and Computing (ICAC 2015). IEEE, pp. 203-208, 21st International Conference on Automation and Computing, Glasgow, United Kingdom, 11/09/15. https://doi.org/10.1109/IConAC.2015.7313942

Diagnosis of combination faults in a planetary gearbox using a modulation signal bispectrum based sideband estimator. / Tian, Xiange; Abdallaa, Gaballa M.; Rehab, Ibrahim; Gu, Fengshou; Ball, Andrew D.; Wang, Tie.

2015 21st International Conference on Automation and Computing (ICAC 2015). IEEE, 2015. p. 203-208.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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AB - This paper presents a novel method for diagnosing combination faults in planetary gearboxes. Vibration signals measured on the gearbox housing exhibit complicated characteristics because of multiple modulations of concurrent excitation sources, signal paths and noise. To separate these modulations accurately, a modulation signal bispectrum based sideband estimator (MSB-SE) developed recently is used to achieve a sparse representation for the complicated signal contents, which allows effective enhancement of various sidebands for accurate diagnostic information. Applying the proposed method to diagnose an industrial planetary gearbox which coexists both bearing faults and gear faults shows that the different severities of the faults can be separated reliably under different load conditions, confirming the superior performance of this MSB-SE based diagnosis scheme.

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Tian X, Abdallaa GM, Rehab I, Gu F, Ball AD, Wang T. Diagnosis of combination faults in a planetary gearbox using a modulation signal bispectrum based sideband estimator. In 2015 21st International Conference on Automation and Computing (ICAC 2015). IEEE. 2015. p. 203-208 https://doi.org/10.1109/IConAC.2015.7313942